A sound event detection based on hybrid convolution neural network and random forest

MASM Afendi, M Yusoff - IAES International Journal of …, 2022 - search.proquest.com
… , especially for surveillance in a forest environment. This research provides an … of sound
event data from a natural forest environment and evaluates the CNN capabilities of the detection

Forest Sound Event Detection with Convolutional Recurrent Neural Network-Long Short-Term Memory

MN Zaini, M Yusoff, MA Sadikin - Journal of Advanced …, 2023 - semarakilmu.com.my
sounds and describe each sound. Sound event detection capability relies on the type of
sound… Although detecting sequences of distinct temporal sounds is straightforward, the situation …

Sound event detection in underground parking garage using convolutional neural network

G Ciaburro - Big Data and Cognitive Computing, 2020 - mdpi.com
… In this work, a procedure to identify sound events in an underground garage is developed.
The aim of the work is to detect sounds identifying dangerous situations and to activate an …

Using deep learning for acoustic event classification: The case of natural disasters

AO Ekpezu, I Wiafe, F Katsriku… - The Journal of the …, 2021 - pubs.aip.org
… a sound classification model for natural disasters. Deep learning techniques, a convolutional
neural network (… either detection-and-classification [ie, acoustic event detection (AED)] or …

Exploring current research trends in sound event detection: a systematic literature review

S Mohmmad, SK Sanampudi - Multimedia Tools and Applications, 2024 - Springer
… Support Vector Machines (SVM) and Random Forest [52, 55, 57]… neural network models,
including Convolutional Neural … methodology based on AED, Random Forest Classification, are …

Anomalous sound event detection: A survey of machine learning based methods and applications

Z Mnasri, S Rovetta, F Masulli - Multimedia Tools and Applications, 2022 - Springer
sound event detection is presented, covering various aspects of the topic, ı.e.feature extraction
… Recurrent and convolutional neural networks models for anomalous SED A hierarchic …

[PDF][PDF] Review of anomalous sound event detection approaches

ASM Afendi, M Yusoff - IAES …, 2019 - download.garuda.kemdikbud.go.id
This paper presents a review of anomalous sound event detection (SED) approaches. SED
is becoming more applicable for real-world appliactaions such as security, fire determination …

Convolution neural networks with hybrid feature extraction methods for classification of voice sound signals

P Rashmi, MP Singh - World Journal of Advanced Engineering …, 2023 - wjaets.com
… are exploring the use of convolutional neural network (CNN), … for the classification of sounds
signals of English alphabets. In … MFCC based features for pretrained two convolutional layer …

Sound event detection in cowshed using synthetic data and convolutional neural network

YR Pandeya, B Bhattarai, J Lee - … International Conference on …, 2020 - ieeexplore.ieee.org
… In this paper, we prepare a cow sound artificial dataset and develop a sound event
propose a convolutional neural network (CNN) architecture for rare sound event detection. …

[PDF][PDF] Identifying the Sound Event Recognition using Machine learning And Artificial Intelligence

SK Mishra, S Shukla, SK Gupta, D Pandey - Design Engineering, 2021 - academia.edu
… that both Random Forest and SVM has better performance compared to the image-based
classifier ie … Diouris, "Sound event classification using neural networks and feature selection …